Libraries
The following libraries were used:
library(tidyverse)
library(here)
library(vegan)
Data wrangling and creating plots
Using nested for loops, R cycles through all six lakes and finds the
three most abundant species per lake. It then creates boxplots of these
three species and their matching lake.
load(file = here("data/data_tidy.RData")) # load object data_tidy
lakes <- unique(data_tidy$LakeName)
years <- unique(data_tidy$Year)
for (i in 1:length(lakes)){
Ldata <- data_tidy %>% filter(LakeName == lakes[i])
for (j in 1:length(years)){
Ydata <- filter(Ldata, Year == years[j])
if (nrow(Ydata) > 0) {
Mdata <- Ydata %>% group_by(Month, Species, LakeName) %>% summarize(Count = sum(Counts, na.rm = TRUE))
summary <- Mdata[c("Month", "Species", "Count")] %>% group_by(Month) %>% summarize(richness = specnumber(Count),
shannon = diversity(Count, index = "shannon"),
simpson = diversity(Count, index = "simpson"),
invsimpson = 1/simpson,
total = sum(Count),
evenness = shannon/log(richness))
result <- summary %>% pivot_longer(cols = c(richness, shannon, simpson, invsimpson, evenness),
names_to = "metric",
values_to = "Count") %>%
ggplot(aes(x = total, y = Count))+
geom_point()+
geom_smooth()+
facet_wrap(~metric, nrow = 5, scales = "free_y")+
labs(y = "Value",
x = "Number of counts",
title = paste0(lakes[i], " in ", years[j]))
print(result)
print(knitr::kable(summary,
format = "markdown",
caption = paste0("Diversity indices of ", lakes[i], " in ", years[j]),
label = "--------------------------------------------------"))
} else {
warning(paste0("No data for ", lakes[[i]], "in the year ", years[[j]]))
}
}
}

Diversity indices of Coneries Lake in 2005
| Mar |
6 |
1.0678320 |
0.5574223 |
1.793972 |
111 |
0.5959684 |
| Apr |
5 |
1.1500732 |
0.6714446 |
1.489326 |
275 |
0.7145807 |
| May |
4 |
0.7256543 |
0.4621378 |
2.163857 |
111 |
0.5234490 |
| Jun |
3 |
0.6500978 |
0.4317417 |
2.316200 |
158 |
0.5917445 |
| Jul |
4 |
0.6276730 |
0.3271948 |
3.056283 |
182 |
0.4527704 |
| Aug |
4 |
0.2777384 |
0.1284607 |
7.784480 |
526 |
0.2003459 |
| Oct |
3 |
0.7770180 |
0.5078135 |
1.969227 |
235 |
0.7072722 |
| Nov |
4 |
0.8199702 |
0.4405517 |
2.269881 |
257 |
0.5914835 |
| Dec |
4 |
1.0753237 |
0.6308284 |
1.585217 |
94 |
0.7756821 |

Diversity indices of Coneries Lake in 2006
| Jan |
3 |
1.0437249 |
0.6294643 |
1.588653 |
56 |
0.9500393 |
| Feb |
4 |
0.8452884 |
0.4422187 |
2.261325 |
109 |
0.6097467 |
| Mar |
4 |
1.2650218 |
0.6923783 |
1.444297 |
33 |
0.9125203 |
| Apr |
4 |
1.2324079 |
0.6814134 |
1.467538 |
118 |
0.8889944 |
| May |
3 |
0.6437436 |
0.3987783 |
2.507659 |
113 |
0.5859607 |
| Jun |
5 |
0.8575816 |
0.4695065 |
2.129896 |
146 |
0.5328454 |
| Jul |
3 |
0.6778898 |
0.4611687 |
2.168404 |
370 |
0.6170419 |
| Aug |
5 |
0.7548043 |
0.4553336 |
2.196192 |
278 |
0.4689863 |
| Sep |
3 |
0.3589365 |
0.1792595 |
5.578505 |
550 |
0.3267181 |
| Oct |
5 |
0.6424588 |
0.3010834 |
3.321339 |
252 |
0.3991821 |
| Nov |
6 |
1.0212590 |
0.5623358 |
1.778297 |
327 |
0.5699755 |
| Dec |
4 |
0.6531317 |
0.3898376 |
2.565171 |
98 |
0.4711349 |

Diversity indices of Coneries Lake in 2007
| Jan |
2 |
0.5359599 |
0.3512397 |
2.847059 |
22 |
0.7732267 |
| Feb |
3 |
1.0986123 |
0.6666667 |
1.500000 |
3 |
1.0000000 |
| Mar |
3 |
0.7259004 |
0.4089415 |
2.445338 |
39 |
0.6607431 |
| Apr |
5 |
1.0973801 |
0.5825987 |
1.716447 |
182 |
0.6818406 |
| May |
6 |
0.5567700 |
0.2425926 |
4.122137 |
180 |
0.3107393 |
| Jun |
5 |
0.8171707 |
0.5144063 |
1.943989 |
333 |
0.5077367 |
| Jul |
5 |
1.0102789 |
0.5587050 |
1.789853 |
126 |
0.6277216 |
| Aug |
4 |
0.4293327 |
0.1981576 |
5.046488 |
222 |
0.3096981 |
| Sep |
5 |
1.3487308 |
0.6990568 |
1.430499 |
257 |
0.8380136 |
| Oct |
4 |
0.5990987 |
0.3126990 |
3.197963 |
267 |
0.4321584 |
| Nov |
5 |
1.2805010 |
0.6893827 |
1.450573 |
135 |
0.7956200 |
| Dec |
4 |
1.0050746 |
0.5951557 |
1.680233 |
119 |
0.7250081 |

Diversity indices of Coneries Lake in 2008
| Jan |
3 |
1.076819 |
0.6528000 |
1.531863 |
25 |
0.9801626 |
| Feb |
3 |
0.719329 |
0.4362140 |
2.292453 |
27 |
0.6547615 |
| Mar |
8 |
1.048079 |
0.5122182 |
1.952293 |
203 |
0.5040196 |

Diversity indices of Tween Pond in 2005
| Mar |
5 |
1.2546696 |
0.6470000 |
1.545595 |
100 |
0.7795700 |
| Apr |
5 |
1.3947284 |
0.7386418 |
1.353836 |
219 |
0.8665935 |
| May |
4 |
0.7603040 |
0.5117770 |
1.953976 |
158 |
0.5484434 |
| Jun |
3 |
0.7185158 |
0.4912082 |
2.035796 |
119 |
0.6540213 |
| Jul |
4 |
0.1223975 |
0.0408602 |
24.473719 |
193 |
0.0882912 |
| Aug |
3 |
0.2576588 |
0.1118151 |
8.943335 |
375 |
0.2345312 |
| Oct |
3 |
0.7103404 |
0.4293802 |
2.328939 |
166 |
0.6465797 |
| Nov |
5 |
0.8639936 |
0.4338019 |
2.305200 |
109 |
0.5368294 |
| Dec |
5 |
1.1454479 |
0.5900731 |
1.694705 |
63 |
0.7117068 |

Diversity indices of Tween Pond in 2006
| Jan |
2 |
0.4505612 |
0.2777778 |
3.600000 |
6 |
0.6500224 |
| Feb |
4 |
0.6495700 |
0.3308642 |
3.022388 |
135 |
0.4685657 |
| Mar |
3 |
0.9922820 |
0.6020408 |
1.661017 |
14 |
0.9032140 |
| Apr |
6 |
1.5036560 |
0.7554816 |
1.323659 |
145 |
0.8392064 |
| May |
4 |
0.9670561 |
0.5532893 |
1.807373 |
118 |
0.6975835 |
| Jun |
4 |
0.9338145 |
0.5315762 |
1.881198 |
174 |
0.6736048 |
| Jul |
4 |
0.2642994 |
0.1124132 |
8.895753 |
288 |
0.1906517 |
| Aug |
4 |
0.4537789 |
0.2429174 |
4.116625 |
309 |
0.3273323 |
| Oct |
5 |
0.9651100 |
0.4992696 |
2.002926 |
283 |
0.5996566 |
| Nov |
5 |
1.0883452 |
0.5929167 |
1.686578 |
120 |
0.6762269 |
| Dec |
3 |
1.0789922 |
0.6530612 |
1.531250 |
7 |
0.9821410 |

Diversity indices of Tween Pond in 2007
| Jan |
1 |
0.0000000 |
0.0000000 |
Inf |
7 |
NaN |
| Feb |
2 |
0.6730117 |
0.4800000 |
2.083333 |
5 |
0.9709506 |
| Mar |
3 |
0.8237197 |
0.5150000 |
1.941748 |
20 |
0.7497820 |
| Apr |
5 |
1.2139361 |
0.6700661 |
1.492390 |
118 |
0.7542609 |
| May |
5 |
1.2235244 |
0.6169100 |
1.620982 |
129 |
0.7602184 |
| Jun |
4 |
0.7924457 |
0.4403841 |
2.270745 |
270 |
0.5716287 |
| Jul |
5 |
1.2907814 |
0.6632653 |
1.507692 |
28 |
0.8020076 |
| Aug |
4 |
1.0031587 |
0.5430624 |
1.841409 |
115 |
0.7236260 |
| Sep |
5 |
0.9694634 |
0.5541790 |
1.804471 |
104 |
0.6023615 |
| Oct |
6 |
1.1967677 |
0.6623309 |
1.509819 |
124 |
0.6679288 |
| Nov |
4 |
0.8208898 |
0.4706515 |
2.124714 |
167 |
0.5921468 |
| Dec |
2 |
0.6931472 |
0.5000000 |
2.000000 |
4 |
1.0000000 |

Diversity indices of Tween Pond in 2008
| Jan |
2 |
0.6829081 |
0.4897959 |
2.041667 |
7 |
0.9852281 |
| Feb |
2 |
0.6730117 |
0.4800000 |
2.083333 |
5 |
0.9709506 |
| Mar |
3 |
0.8675632 |
0.5000000 |
2.000000 |
12 |
0.7896901 |

Diversity indices of Tween Pond in 2010
| Jan |
4 |
1.3862944 |
0.7500000 |
1.333333 |
4 |
1.0000000 |
| Feb |
2 |
0.6931472 |
0.5000000 |
2.000000 |
2 |
1.0000000 |
| Mar |
3 |
0.7963116 |
0.4489796 |
2.227273 |
7 |
0.7248341 |
| Apr |
3 |
0.6711538 |
0.3676269 |
2.720149 |
54 |
0.6109105 |
| May |
3 |
1.0661683 |
0.6456552 |
1.548814 |
401 |
0.9704682 |
| Jun |
2 |
0.3119624 |
0.1705190 |
5.864448 |
85 |
0.4500667 |
| Jul |
3 |
1.0906868 |
0.6614479 |
1.511835 |
118 |
0.9927859 |
| Aug |
3 |
0.7222124 |
0.4057727 |
2.464434 |
142 |
0.6573860 |
| Sep |
4 |
1.2379635 |
0.6807732 |
1.468918 |
213 |
0.8930019 |
| Oct |
4 |
0.7869196 |
0.4609911 |
2.169239 |
216 |
0.5676425 |
| Nov |
3 |
0.7924891 |
0.4917355 |
2.033613 |
22 |
0.7213547 |

Diversity indices of Tween Pond in 2011
| Jan |
3 |
0.8486856 |
0.4938272 |
2.025000 |
9 |
0.7725069 |
| Feb |
0 |
0.0000000 |
1.0000000 |
1.000000 |
0 |
0.0000000 |
| Mar |
4 |
0.9792377 |
0.5708885 |
1.751656 |
23 |
0.7063707 |
| Apr |
3 |
0.9198802 |
0.5540466 |
1.804902 |
256 |
0.8373110 |
| May |
3 |
0.7006403 |
0.4623458 |
2.162883 |
158 |
0.6377503 |
| Jun |
4 |
0.7141995 |
0.4377506 |
2.284406 |
298 |
0.5151860 |
| Jul |
3 |
0.1956700 |
0.0776000 |
12.886598 |
100 |
0.1781065 |
| Aug |
2 |
0.0228597 |
0.0068259 |
146.501718 |
292 |
0.0329796 |
| Sep |
3 |
0.9660921 |
0.5869326 |
1.703773 |
362 |
0.8793749 |
| Oct |
3 |
0.9928291 |
0.5993402 |
1.668501 |
229 |
0.9037119 |
| Nov |
2 |
0.2416289 |
0.1222814 |
8.177857 |
107 |
0.3485969 |
| Dec |
4 |
0.5503540 |
0.2716049 |
3.681818 |
117 |
0.3969965 |

Diversity indices of Tween Pond in 2012
| Jan |
2 |
0.2654460 |
0.1381154 |
7.240323 |
134 |
0.3829577 |
| Feb |
2 |
0.6305810 |
0.4387500 |
2.279202 |
40 |
0.9097361 |
| Mar |
2 |
0.1849074 |
0.0867769 |
11.523810 |
22 |
0.2667650 |

Diversity indices of Main Pond in 2005
| Mar |
4 |
0.6755411 |
0.3837779 |
2.605674 |
206 |
0.4872999 |
| Apr |
3 |
0.7999523 |
0.4606622 |
2.170788 |
106 |
0.7281479 |
| May |
4 |
0.6819218 |
0.4030073 |
2.481345 |
113 |
0.4919026 |
| Jun |
4 |
0.9518855 |
0.5309695 |
1.883347 |
95 |
0.6866402 |
| Jul |
2 |
0.3887026 |
0.2280052 |
4.385866 |
221 |
0.5607793 |
| Aug |
2 |
0.1598359 |
0.0721419 |
13.861572 |
507 |
0.2305945 |
| Oct |
3 |
0.5886965 |
0.3099218 |
3.226620 |
139 |
0.5358546 |
| Nov |
3 |
0.4722595 |
0.2476200 |
4.038446 |
199 |
0.4298691 |
| Dec |
5 |
0.7501744 |
0.3735198 |
2.677234 |
126 |
0.4661096 |

Diversity indices of Main Pond in 2006
| Jan |
3 |
0.6749754 |
0.3923611 |
2.548673 |
24 |
0.6143891 |
| Feb |
5 |
0.9830617 |
0.5194709 |
1.925036 |
116 |
0.6108106 |
| Mar |
3 |
1.0106064 |
0.6082206 |
1.644140 |
62 |
0.9198936 |
| Apr |
6 |
1.2651170 |
0.6374182 |
1.568829 |
164 |
0.7060752 |
| May |
5 |
1.2189788 |
0.6591490 |
1.517108 |
148 |
0.7573941 |
| Jun |
5 |
0.9796860 |
0.4959782 |
2.016218 |
236 |
0.6087131 |
| Aug |
3 |
0.3986352 |
0.2237466 |
4.469342 |
274 |
0.3628534 |
| Sep |
4 |
0.7149946 |
0.4097148 |
2.440722 |
318 |
0.5157596 |
| Oct |
5 |
0.9090150 |
0.5354246 |
1.867677 |
172 |
0.5648028 |
| Nov |
5 |
0.7696841 |
0.4111797 |
2.432027 |
108 |
0.4782316 |
| Dec |
1 |
0.0000000 |
0.0000000 |
Inf |
60 |
NaN |

Diversity indices of Main Pond in 2007
| Jan |
3 |
0.9743148 |
0.5937500 |
1.684211 |
8 |
0.8868595 |
| Feb |
2 |
0.6365142 |
0.4444444 |
2.250000 |
3 |
0.9182958 |
| Mar |
4 |
1.1537419 |
0.6122449 |
1.633333 |
7 |
0.8322489 |
| Apr |
5 |
0.8946474 |
0.4464758 |
2.239763 |
202 |
0.5558757 |
| May |
4 |
0.9152700 |
0.4934641 |
2.026490 |
102 |
0.6602278 |
| Jun |
3 |
0.6458246 |
0.4231104 |
2.363449 |
379 |
0.5878549 |
| Jul |
4 |
0.8337069 |
0.4218496 |
2.370513 |
43 |
0.6013924 |
| Aug |
6 |
1.0053318 |
0.5250726 |
1.904499 |
177 |
0.5610863 |
| Sep |
5 |
1.0469684 |
0.5881679 |
1.700195 |
225 |
0.6505180 |
| Oct |
3 |
0.3952459 |
0.2122506 |
4.711412 |
251 |
0.3597683 |
| Nov |
4 |
0.7755325 |
0.3951247 |
2.530847 |
193 |
0.5594284 |
| Dec |
3 |
0.5783253 |
0.3044983 |
3.284091 |
17 |
0.5264144 |

Diversity indices of Main Pond in 2008
| Jan |
2 |
0.5297062 |
0.3456790 |
2.892857 |
9 |
0.7642045 |
| Feb |
4 |
1.2770343 |
0.6938776 |
1.441177 |
7 |
0.9211855 |
| Mar |
4 |
0.9371559 |
0.4852071 |
2.060976 |
13 |
0.6760151 |

Diversity indices of Church Pond in 2005
| Mar |
3 |
0.5771536 |
0.3385034 |
2.954180 |
105 |
0.5253478 |
| Apr |
3 |
0.9893054 |
0.5893877 |
1.696676 |
129 |
0.9005046 |
| May |
3 |
0.4409809 |
0.2505207 |
3.991685 |
158 |
0.4013981 |
| Jun |
3 |
0.9771705 |
0.5892857 |
1.696970 |
56 |
0.8894589 |
| Jul |
2 |
0.6791933 |
0.4861111 |
2.057143 |
12 |
0.9798688 |
| Aug |
3 |
1.0027400 |
0.6020761 |
1.660920 |
17 |
0.9127332 |
| Oct |
4 |
0.8732006 |
0.5316213 |
1.881038 |
137 |
0.6298811 |
| Nov |
5 |
0.6812346 |
0.4122785 |
2.425545 |
378 |
0.4232749 |
| Dec |
3 |
0.6262751 |
0.3730159 |
2.680851 |
168 |
0.5700602 |

Diversity indices of Church Pond in 2006
| Jan |
3 |
0.8175442 |
0.5320310 |
1.879590 |
59 |
0.7441608 |
| Feb |
2 |
0.4002239 |
0.2370491 |
4.218535 |
131 |
0.5774011 |
| Mar |
3 |
1.0013211 |
0.6048038 |
1.653429 |
145 |
0.9114417 |
| Apr |
0 |
0.0000000 |
1.0000000 |
1.000000 |
0 |
0.0000000 |
| May |
4 |
0.9296842 |
0.5217280 |
1.916708 |
125 |
0.6706254 |
| Jul |
5 |
1.3350466 |
0.6944444 |
1.440000 |
24 |
0.8295111 |
| Aug |
3 |
0.5181862 |
0.2650000 |
3.773585 |
20 |
0.4716734 |
| Sep |
3 |
0.1328197 |
0.0490278 |
20.396601 |
120 |
0.1208977 |
| Oct |
4 |
0.9761841 |
0.5545936 |
1.803122 |
230 |
0.7041680 |
| Nov |
4 |
1.3258597 |
0.7219505 |
1.385136 |
231 |
0.9564056 |
| Dec |
4 |
0.8266293 |
0.4518959 |
2.212899 |
129 |
0.5962870 |

Diversity indices of Church Pond in 2007
| Jan |
5 |
1.3547657 |
0.7145377 |
1.399506 |
63 |
0.8417632 |
| Feb |
4 |
0.8887559 |
0.5448560 |
1.835347 |
135 |
0.6411019 |
| Mar |
3 |
1.0599942 |
0.6428434 |
1.555589 |
144 |
0.9648483 |
| Apr |
6 |
1.0929324 |
0.5968133 |
1.675566 |
145 |
0.6099772 |
| May |
3 |
0.9757119 |
0.5790935 |
1.726837 |
176 |
0.8881313 |
| Jun |
4 |
0.6534463 |
0.3150000 |
3.174603 |
100 |
0.4713618 |
| Jul |
3 |
0.5654190 |
0.3272000 |
3.056235 |
100 |
0.5146666 |
| Aug |
4 |
1.1540628 |
0.6745800 |
1.482404 |
74 |
0.8324803 |
| Sep |
7 |
1.4478206 |
0.6772644 |
1.476528 |
107 |
0.7440326 |
| Oct |
4 |
0.7383424 |
0.4496107 |
2.224146 |
136 |
0.5326015 |
| Nov |
7 |
1.3182471 |
0.5958505 |
1.678273 |
108 |
0.6774450 |
| Dec |
6 |
0.5315330 |
0.2261850 |
4.421159 |
162 |
0.2966542 |

Diversity indices of Church Pond in 2008
| Jan |
6 |
1.373957 |
0.6880278 |
1.453430 |
146 |
0.7668197 |
| Feb |
6 |
1.126446 |
0.5972222 |
1.674419 |
132 |
0.6286814 |
| Mar |
5 |
1.030365 |
0.5612601 |
1.781705 |
391 |
0.6402018 |

Diversity indices of Clifton Pond in 2005
| Apr |
4 |
1.1915843 |
0.6787119 |
1.473379 |
97 |
0.8595464 |
| May |
4 |
1.1638764 |
0.6762425 |
1.478760 |
118 |
0.8395593 |
| Jun |
2 |
0.6682485 |
0.4753086 |
2.103896 |
18 |
0.9640788 |
| Jul |
2 |
0.5468520 |
0.3609917 |
2.770147 |
55 |
0.7889407 |
| Aug |
4 |
1.2876230 |
0.7029508 |
1.422575 |
204 |
0.9288237 |
| Oct |
6 |
1.2508617 |
0.6885494 |
1.452329 |
257 |
0.6981192 |
| Nov |
4 |
0.5929874 |
0.2789554 |
3.584803 |
275 |
0.4277500 |
| Dec |
3 |
0.7153379 |
0.4062564 |
2.461500 |
121 |
0.6511286 |

Diversity indices of Clifton Pond in 2006
| Jan |
3 |
0.8968346 |
0.5305362 |
1.884885 |
101 |
0.8163340 |
| Feb |
4 |
1.1947841 |
0.6607095 |
1.513524 |
122 |
0.8618545 |
| Mar |
4 |
1.1375794 |
0.6171881 |
1.620252 |
119 |
0.8205901 |
| Apr |
5 |
1.1814207 |
0.6685653 |
1.495740 |
159 |
0.7340580 |
| May |
4 |
1.1999621 |
0.6588921 |
1.517699 |
98 |
0.8655897 |
| Jun |
3 |
1.0397208 |
0.6250000 |
1.600000 |
8 |
0.9463946 |
| Jul |
3 |
0.3023050 |
0.1445942 |
6.915906 |
103 |
0.2751698 |
| Aug |
7 |
1.3192952 |
0.6145515 |
1.627203 |
107 |
0.6779836 |
| Sep |
5 |
0.9226983 |
0.4899688 |
2.040946 |
310 |
0.5733047 |
| Oct |
6 |
1.5024044 |
0.7160133 |
1.396622 |
111 |
0.8385079 |
| Nov |
6 |
0.5816301 |
0.2436523 |
4.104209 |
323 |
0.3246139 |
| Dec |
2 |
0.6024403 |
0.4120708 |
2.426768 |
155 |
0.8691376 |

Diversity indices of Clifton Pond in 2007
| Jan |
2 |
0.2426089 |
0.1229224 |
8.135211 |
76 |
0.3500106 |
| Feb |
5 |
1.0852519 |
0.5682275 |
1.759858 |
59 |
0.6743049 |
| Mar |
7 |
0.8950131 |
0.3847238 |
2.599267 |
153 |
0.4599457 |
| Apr |
8 |
1.0792169 |
0.5077810 |
1.969353 |
127 |
0.5189936 |
| May |
6 |
1.4465768 |
0.7210219 |
1.386920 |
108 |
0.8073499 |
| Jun |
6 |
1.1257337 |
0.5606020 |
1.783797 |
61 |
0.6282840 |
| Jul |
7 |
0.8424064 |
0.4161353 |
2.403064 |
494 |
0.4329112 |
| Aug |
5 |
0.6458239 |
0.3135448 |
3.189336 |
139 |
0.4012730 |
| Sep |
5 |
0.7646237 |
0.3752790 |
2.664684 |
194 |
0.4750874 |
| Oct |
4 |
1.0057145 |
0.5858726 |
1.706856 |
114 |
0.7254697 |
| Nov |
2 |
0.5623351 |
0.3750000 |
2.666667 |
8 |
0.8112781 |
| Dec |
2 |
0.2048671 |
0.0989036 |
10.110856 |
115 |
0.2955608 |

Diversity indices of Clifton Pond in 2008
| Jan |
3 |
0.8167753 |
0.5303210 |
1.885650 |
29 |
0.7434609 |
| Feb |
1 |
0.0000000 |
0.0000000 |
Inf |
2 |
NaN |
| Mar |
3 |
0.6758292 |
0.3649587 |
2.740036 |
55 |
0.6151663 |

Diversity indices of Clifton Pond in 2010
| Jan |
2 |
0.6365142 |
0.4444444 |
2.250000 |
3 |
0.9182958 |
| Feb |
1 |
0.0000000 |
0.0000000 |
Inf |
2 |
NaN |
| Apr |
1 |
0.0000000 |
0.0000000 |
Inf |
76 |
NaN |
| May |
3 |
0.1514124 |
0.0574779 |
17.397993 |
102 |
0.1378215 |
| Jun |
3 |
1.0986123 |
0.6666667 |
1.500000 |
3 |
1.0000000 |
| Jul |
3 |
0.8018186 |
0.4600000 |
2.173913 |
10 |
0.7298467 |
| Aug |
4 |
0.9169469 |
0.4861224 |
2.057095 |
140 |
0.6614374 |
| Sep |
7 |
1.4280940 |
0.6851457 |
1.459544 |
274 |
0.7338951 |
| Oct |
6 |
1.6287853 |
0.7777778 |
1.285714 |
36 |
0.9090424 |
| Nov |
3 |
1.0411315 |
0.6301775 |
1.586855 |
26 |
0.9476787 |

Diversity indices of Clifton Pond in 2011
| Jan |
4 |
0.8724528 |
0.5075614 |
1.970205 |
46 |
0.6293417 |
| Feb |
3 |
0.8139712 |
0.5285837 |
1.891848 |
59 |
0.7409085 |
| Mar |
3 |
0.7579333 |
0.5073255 |
1.971121 |
118 |
0.6899006 |
| Apr |
2 |
0.1029667 |
0.0416478 |
24.010870 |
47 |
0.1485495 |
| May |
4 |
1.2157231 |
0.6692708 |
1.494163 |
48 |
0.8769589 |
| Jun |
2 |
0.5541932 |
0.3676124 |
2.720256 |
103 |
0.7995318 |
| Jul |
5 |
1.1219843 |
0.5745391 |
1.740525 |
83 |
0.6971280 |
| Aug |
2 |
0.3488321 |
0.1975309 |
5.062500 |
9 |
0.5032583 |
| Sep |
5 |
1.3664956 |
0.7087291 |
1.410976 |
262 |
0.8490515 |
| Oct |
5 |
0.9987785 |
0.5156250 |
1.939394 |
32 |
0.6205760 |
| Nov |
5 |
1.2284141 |
0.6087990 |
1.642578 |
29 |
0.7632566 |
| Dec |
4 |
1.1355507 |
0.6260388 |
1.597345 |
19 |
0.8191267 |

Diversity indices of Clifton Pond in 2012
| Jan |
4 |
1.265413 |
0.7022222 |
1.424051 |
15 |
0.9128026 |
| Feb |
1 |
0.000000 |
0.0000000 |
Inf |
13 |
NaN |
| Mar |
6 |
1.047629 |
0.5455086 |
1.833152 |
82 |
0.5846928 |

Diversity indices of Beeston Pond in 2005
| Apr |
4 |
0.5268265 |
0.3051092 |
3.277515 |
276 |
0.3800250 |
| May |
5 |
0.7564715 |
0.4119569 |
2.427438 |
102 |
0.4700222 |
| Jun |
8 |
1.5456471 |
0.7500672 |
1.333214 |
122 |
0.7432991 |
| Jul |
3 |
0.1314906 |
0.0484344 |
20.646504 |
243 |
0.1196879 |
| Aug |
6 |
1.3309380 |
0.7043445 |
1.419760 |
102 |
0.7428106 |
| Oct |
5 |
0.4004220 |
0.1617687 |
6.181665 |
210 |
0.2487962 |
| Nov |
5 |
0.8257721 |
0.5242920 |
1.907334 |
307 |
0.5130810 |
| Dec |
5 |
0.9260287 |
0.5463842 |
1.830214 |
185 |
0.5753740 |

Diversity indices of Beeston Pond in 2006
| Jan |
5 |
1.0621756 |
0.5586976 |
1.789877 |
161 |
0.6599668 |
| Feb |
5 |
0.8321394 |
0.4323840 |
2.312759 |
125 |
0.5170373 |
| Mar |
6 |
1.2074542 |
0.6655767 |
1.502457 |
116 |
0.6738930 |
| Apr |
7 |
1.2097456 |
0.6144996 |
1.627340 |
148 |
0.6216863 |
| May |
5 |
1.0916578 |
0.5773407 |
1.732079 |
190 |
0.6782851 |
| Jun |
6 |
0.8187906 |
0.3782271 |
2.643914 |
190 |
0.4569757 |
| Jul |
5 |
1.2409112 |
0.6651524 |
1.503415 |
190 |
0.7710215 |
| Aug |
6 |
1.3315053 |
0.6883663 |
1.452715 |
155 |
0.7431273 |
| Sep |
6 |
1.4385527 |
0.7183743 |
1.392032 |
141 |
0.8028716 |
| Oct |
5 |
1.0119723 |
0.5603482 |
1.784604 |
133 |
0.6287737 |
| Nov |
6 |
1.1393088 |
0.5559154 |
1.798835 |
338 |
0.6358603 |

Diversity indices of Beeston Pond in 2007
| Jan |
2 |
0.0859155 |
0.0333238 |
30.008621 |
59 |
0.1239499 |
| Feb |
5 |
1.5175509 |
0.7609882 |
1.314081 |
118 |
0.9429074 |
| Mar |
5 |
1.2620186 |
0.6813440 |
1.467687 |
125 |
0.7841363 |
| Apr |
5 |
1.1180924 |
0.6249872 |
1.600033 |
198 |
0.6947099 |
| May |
6 |
1.2204911 |
0.6224036 |
1.606674 |
105 |
0.6811691 |
| Jun |
4 |
0.5150785 |
0.2388102 |
4.187425 |
205 |
0.3715506 |
| Jul |
4 |
0.9456251 |
0.5454277 |
1.833424 |
184 |
0.6821243 |
| Aug |
5 |
1.1136931 |
0.5734000 |
1.743983 |
100 |
0.6919765 |
| Sep |
5 |
0.8450589 |
0.5081921 |
1.967760 |
440 |
0.5250646 |
| Oct |
4 |
0.8707255 |
0.5401168 |
1.851452 |
191 |
0.6280957 |
| Nov |
5 |
1.0305089 |
0.5507771 |
1.815616 |
141 |
0.6402912 |
| Dec |
4 |
1.1588299 |
0.6478000 |
1.543686 |
100 |
0.8359191 |

Diversity indices of Beeston Pond in 2008
| Jan |
4 |
0.7905695 |
0.4256929 |
2.349112 |
127 |
0.5702753 |
| Feb |
2 |
0.1204560 |
0.0505988 |
19.763333 |
77 |
0.1737813 |
| Mar |
4 |
0.5327355 |
0.2591507 |
3.858758 |
137 |
0.3842874 |